{"id":27670,"date":"2025-03-05T09:06:08","date_gmt":"2025-03-05T01:06:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27670"},"modified":"2025-03-05T09:06:08","modified_gmt":"2025-03-05T01:06:08","slug":"primisai-nexus","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/primisai-nexus\/","title":{"rendered":"PrimisAI Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55AI\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e0e\u4efb\u52a1\u81ea\u52a8\u5316\u7684\u8f7b\u91cf\u6846\u67b6"},"content":{"rendered":"<p>PrimisAI Nexus \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5f00\u6e90Python\u6846\u67b6\uff0c\u6258\u7ba1\u4e8eGitHub\uff0c\u7531PrimisAI\u56e2\u961f\u5f00\u53d1\uff0c\u65e8\u5728\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e2e\u52a9\u7528\u6237\u6784\u5efa\u548c\u7ba1\u7406\u53ef\u6269\u5c55\u7684AI\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u3002\u5b83\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5355\u4e00\u76d1\u7763\u667a\u80fd\u4f53\uff08Supervisor\uff09\u4e0e\u591a\u4e2a\u5de5\u4f5c\u667a\u80fd\u4f53\uff08Worker Agents\uff09\u534f\u4f5c\uff0c\u63d0\u4f9b\u7b80\u5316\u7684\u5de5\u4f5c\u6d41\u548cYAML\u914d\u7f6e\uff0c\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\u3002\u622a\u81f32025\u5e742\u6708\uff0cNexus\u5728\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff08\u5982HumanEval\u548cVerilogEval-Human\u57fa\u51c6\u6d4b\u8bd5\uff09\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u9002\u5408\u5f00\u53d1\u8005\u4e0e\u7814\u7a76\u4eba\u5458\u6253\u9020\u9ad8\u6548\u7684AI\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<div id=\"attachment_27671\" style=\"width: 510px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-27671\" class=\"wp-image-27671 \" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ab7efe1bca5f133.png\" alt=\"\" width=\"500\" height=\"635\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ab7efe1bca5f133.png 1052w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ab7efe1bca5f133-768x975.png 768w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><p id=\"caption-attachment-27671\" class=\"wp-caption-text\">Nexus \u67b6\u6784<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/strong>\uff1a\u652f\u6301\u52a8\u6001\u6dfb\u52a0\u667a\u80fd\u4f53\uff0c\u968f\u4efb\u52a1\u590d\u6742\u5ea6\u6269\u5c55\u7cfb\u7edf\u89c4\u6a21\u3002<\/li>\n<li><strong>\u4efb\u52a1\u81ea\u52a8\u5316<\/strong>\uff1a\u901a\u8fc7\u76d1\u7763\u667a\u80fd\u4f53\u5206\u89e3\u4efb\u52a1\u5e76\u5206\u914d\u7ed9\u4e13\u4e1a\u5316\u5de5\u4f5c\u667a\u80fd\u4f53\uff0c\u5b9e\u73b0\u81ea\u52a8\u5316\u6267\u884c\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7\u67b6\u6784<\/strong>\uff1a\u63d0\u4f9b\u7b80\u6d01\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u964d\u4f4e\u5f00\u53d1\u4e0e\u7ef4\u62a4\u6210\u672c\u3002<\/li>\n<li><strong>LLM\u96c6\u6210<\/strong>\uff1a\u65e0\u7f1d\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-4o\uff09\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u914d\u7f6e\u3002<\/li>\n<li><strong>YAML\u914d\u7f6e<\/strong>\uff1a\u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u5b9a\u4e49\u667a\u80fd\u4f53\u7ed3\u6784\u4e0e\u4efb\u52a1\uff0c\u7b80\u5316\u7ba1\u7406\u3002<\/li>\n<li><strong>\u8c03\u8bd5\u4e0e\u4f18\u5316<\/strong>\uff1a\u5185\u7f6e\u65e5\u5fd7\u8bb0\u5f55\u4e0e\u53cd\u9988\u5faa\u73af\uff0c\u51cf\u5c11\u667a\u80fd\u4f53\u5931\u8d25\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>PrimisAI Nexus \u7684\u5b89\u88c5\u8fc7\u7a0b\u7b80\u5355\uff0c\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong>\n<ul>\n<li>\u786e\u4fdd\u5b89\u88c5Python 3.8+\uff0c\u8fd0\u884c<code>python --version<\/code>\u68c0\u67e5\u3002<\/li>\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883\uff08\u63a8\u8350\uff09\uff1a\n<pre><code>python -m venv nexus_env\r\nsource nexus_env\/bin\/activate  # Linux\/Mac\r\nnexus_env\\Scripts\\activate     # Windows\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5Nexus<\/strong>\n<ul>\n<li>\u4f7f\u7528pip\u5b89\u88c5\uff1a\n<pre><code>pip install primisai\r\n<\/code><\/pre>\n<\/li>\n<li>\u68c0\u67e5\u7248\u672c\uff1a\u8fd0\u884c<code>pip show primisai<\/code>\uff0c\u786e\u8ba4\u5b89\u88c5\u6210\u529f\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u914d\u7f6eLLM\u63a5\u5165<\/strong>\n<ul>\n<li>\u83b7\u53d6\u5927\u8bed\u8a00\u6a21\u578b\u7684API\u5bc6\u94a5\uff08\u5982OpenAI API Key\uff09\u3002<\/li>\n<li>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a\n<pre><code>export OPENAI_API_KEY=\"your-api-key-here\"  # Linux\/Mac\r\nset OPENAI_API_KEY=\"your-api-key-here\"     # Windows\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong>\n<ul>\n<li>\u521b\u5efa\u6d4b\u8bd5\u811a\u672c<code>test_nexus.py<\/code>\uff1a\n<pre><code>from primisai.nexus.core import Supervisor\r\nllm_config = {\"api_key\": \"your-api-key-here\", \"model\": \"gpt-4o\"}\r\nsupervisor = Supervisor(\"TestSupervisor\", llm_config)\r\nprint(\"Nexus\u5df2\u5c31\u7eea\uff01\")\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c<code>python test_nexus.py<\/code>\uff0c\u8f93\u51fa\u201cNexus\u5df2\u5c31\u7eea\uff01\u201d\u8868\u793a\u5b89\u88c5\u6210\u529f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>1. \u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u5bfc\u5165\u6a21\u5757\uff1a\n<pre><code>from primisai.nexus.core import Agent, Supervisor\r\n<\/code><\/pre>\n<\/li>\n<li>\u914d\u7f6eLLM\uff1a\n<pre><code>llm_config = {\r\n\"api_key\": \"your-api-key-here\",\r\n\"model\": \"gpt-4o\"\r\n}\r\n<\/code><\/pre>\n<\/li>\n<li>\u521b\u5efa\u76d1\u7763\u667a\u80fd\u4f53\u4e0e\u5de5\u4f5c\u667a\u80fd\u4f53\uff1a\n<pre><code>supervisor = Supervisor(\"RootSupervisor\", llm_config)\r\ncoder = Agent(\"Coder\", llm_config, system_message=\"\u751f\u6210Python\u4ee3\u7801\u3002\")\r\ntester = Agent(\"Tester\", llm_config, system_message=\"\u9a8c\u8bc1\u4ee3\u7801\u6b63\u786e\u6027\u3002\")\r\nsupervisor.register_agent(coder)\r\nsupervisor.register_agent(tester)\r\n<\/code><\/pre>\n<\/li>\n<li>\u6267\u884c\u4efb\u52a1\uff1a\n<pre><code>task = \"\u7f16\u5199\u5e76\u9a8c\u8bc1\u4e00\u4e2a\u6392\u5e8f\u7b97\u6cd5\"\r\nsupervisor.run(task)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u529f\u80fd\u8bf4\u660e<\/strong>\uff1a\u76d1\u7763\u667a\u80fd\u4f53\u5c06\u4efb\u52a1\u5206\u89e3\uff08\u5982\u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5\uff09\uff0c\u5206\u914d\u7ed9Coder\u548cTester\u5de5\u4f5c\u667a\u80fd\u4f53\uff0c\u7cfb\u7edf\u53ef\u6839\u636e\u9700\u6c42\u52a8\u6001\u6269\u5c55\u66f4\u591a\u667a\u80fd\u4f53\u3002<\/li>\n<\/ul>\n<h4>2. \u4f7f\u7528YAML\u914d\u7f6e\u81ea\u52a8\u5316\u4efb\u52a1<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u521b\u5efa<code>config.yaml<\/code>\u6587\u4ef6\uff1a\n<pre><code>supervisor:\r\nname: \"AutomationSupervisor\"\r\nllm_config:\r\napi_key: \"your-api-key-here\"\r\nmodel: \"gpt-4o\"\r\nagents:\r\n- name: \"DataCollector\"\r\nsystem_message: \"\u6536\u96c6\u5e76\u6574\u7406\u6570\u636e\u3002\"\r\n- name: \"ReportGenerator\"\r\nsystem_message: \"\u751f\u6210\u6570\u636e\u62a5\u544a\u3002\"\r\n<\/code><\/pre>\n<\/li>\n<li>\u52a0\u8f7d\u5e76\u8fd0\u884c\uff1a\n<pre><code>from primisai.nexus.config import load_yaml_config, AgentFactory\r\nconfig = load_yaml_config(\"config.yaml\")\r\nfactory = AgentFactory()\r\nsystem = factory.create_from_config(config)\r\nsystem.run(\"\u6536\u96c6\u5e02\u573a\u6570\u636e\u5e76\u751f\u6210\u62a5\u544a\")\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u529f\u80fd\u8bf4\u660e<\/strong>\uff1a\u901a\u8fc7YAML\u6587\u4ef6\u5b9a\u4e49\u667a\u80fd\u4f53\u89d2\u8272\u4e0e\u4efb\u52a1\u903b\u8f91\uff0c\u5b9e\u73b0\u6570\u636e\u6536\u96c6\u4e0e\u62a5\u544a\u751f\u6210\u7684\u81ea\u52a8\u5316\uff0c\u8c03\u6574\u914d\u7f6e\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<h4>3. \u5b9e\u65f6\u4ea4\u4e92\u4e0e\u6d4b\u8bd5<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u542f\u52a8\u4ea4\u4e92\u4f1a\u8bdd\uff1a\n<pre><code>supervisor.start_interactive_session()\r\n<\/code><\/pre>\n<\/li>\n<li>\u8f93\u5165\u4efb\u52a1\uff0c\u5982\u201c\u751f\u6210\u4e00\u4e2aWeb\u641c\u7d22\u5de5\u5177\u201d\uff0c\u89c2\u5bdf\u667a\u80fd\u4f53\u534f\u4f5c\u7ed3\u679c\u3002<\/li>\n<li>\u8f93\u5165<code>exit<\/code>\u9000\u51fa\u4f1a\u8bdd\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u529f\u80fd\u8bf4\u660e<\/strong>\uff1a\u652f\u6301\u5b9e\u65f6\u6d4b\u8bd5\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6548\u679c\uff0c\u9a8c\u8bc1\u4efb\u52a1\u81ea\u52a8\u5316\u6d41\u7a0b\u662f\u5426\u987a\u7545\u3002<\/li>\n<\/ul>\n<h4>4. \u8c03\u8bd5\u4e0e\u4f18\u5316<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u8bbe\u7f6e\u8c03\u8bd5\u5668\uff1a\n<pre><code>from primisai.nexus.core import Debugger\r\ndebugger = Debugger(log_level=\"DEBUG\")\r\nsupervisor.set_debugger(debugger)\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c\u4efb\u52a1\u5e76\u67e5\u770b\u65e5\u5fd7\uff08\u9ed8\u8ba4\u4fdd\u5b58\u81f3<code>nexus.log<\/code>\uff09\u3002<\/li>\n<li>\u6839\u636e\u65e5\u5fd7\u4f18\u5316\u667a\u80fd\u4f53\u903b\u8f91\u6216\u4efb\u52a1\u5206\u914d\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u529f\u80fd\u8bf4\u660e<\/strong>\uff1a\u8c03\u8bd5\u5de5\u5177\u8bb0\u5f55\u667a\u80fd\u4f53\u8fd0\u884c\u7ec6\u8282\uff0c\u901a\u8fc7\u53cd\u9988\u5faa\u73af\u786e\u4fdd\u4efb\u52a1\u6267\u884c\u7a33\u5b9a\u53ef\u9760\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u7f51\u7edc\u7545\u901a\uff0cLLM\u8c03\u7528\u9700\u8981\u7a33\u5b9a\u7684API\u670d\u52a1\u3002<\/li>\n<li>YAML\u6587\u4ef6\u7f29\u8fdb\u9700\u7edf\u4e00\uff08\u59822\u7a7a\u683c\uff09\uff0c\u5426\u5219\u53ef\u80fd\u89e3\u6790\u5931\u8d25\u3002<\/li>\n<li>\u590d\u6742\u4efb\u52a1\u5efa\u8bae\u62c6\u5206\u4e3a\u5b50\u4efb\u52a1\uff0c\u63d0\u5347\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u5feb\u901f\u4e0a\u624bNexus\uff0c\u6784\u5efa\u53ef\u6269\u5c55\u7684AI\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5e76\u5b9e\u73b0\u4efb\u52a1\u81ea\u52a8\u5316\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>PrimisAI Nexus \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5f00\u6e90Python\u6846\u67b6\uff0c\u6258\u7ba1\u4e8eGitHub\uff0c\u7531PrimisAI\u56e2\u961f\u5f00\u53d1\uff0c\u65e8\u5728\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e2e\u52a9\u7528\u6237\u6784\u5efa\u548c\u7ba1\u7406\u53ef\u6269\u5c55\u7684AI\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u3002\u5b83\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5355\u4e00\u76d1\u7763\u667a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61968,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,201],"class_list":["post-27670","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27670","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=27670"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27670\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61968"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=27670"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=27670"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=27670"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}